Matches in SemOpenAlex for { <https://semopenalex.org/work/W2991461464> ?p ?o ?g. }
- W2991461464 endingPage "1458" @default.
- W2991461464 startingPage "1458" @default.
- W2991461464 abstract "The presence of imbalance in data significantly complicates the classification task, including fuzzy systems. Due to a large number of instances of bigger classes, instances of smaller classes are not recognized correctly. Therefore, additional tools for improving the quality of classification are required. The most common methods for handling imbalanced data have several disadvantages. For example, methods for generating additional instances of minority classes can worsen classification if there is a strong overlap of instances from different classes. Methods that directly modify the fuzzy classification algorithm lead to a decline in the interpretability of the model. In this paper, we study the efficiency of the gravitational search algorithm in the tasks of selecting the features and tuning the term parameters for fuzzy classifiers of imbalanced data. We consider only data with two classes and apply the algorithm based on extreme values of classes to construct models with a minimum number of rules. In addition, we propose a new quality metric based on the sum of the overall accuracy and the geometric mean with the presence of a priority coefficient between them." @default.
- W2991461464 created "2019-12-05" @default.
- W2991461464 creator A5001477931 @default.
- W2991461464 creator A5019508428 @default.
- W2991461464 creator A5029791948 @default.
- W2991461464 creator A5064178281 @default.
- W2991461464 date "2019-11-28" @default.
- W2991461464 modified "2023-09-30" @default.
- W2991461464 title "Application of the Gravitational Search Algorithm for Constructing Fuzzy Classifiers of Imbalanced Data" @default.
- W2991461464 cites W1548741966 @default.
- W2991461464 cites W2055631528 @default.
- W2991461464 cites W2072955302 @default.
- W2991461464 cites W2080713905 @default.
- W2991461464 cites W2102831150 @default.
- W2991461464 cites W2105340608 @default.
- W2991461464 cites W2107138773 @default.
- W2991461464 cites W2116825089 @default.
- W2991461464 cites W2118978333 @default.
- W2991461464 cites W2135074661 @default.
- W2991461464 cites W2137959503 @default.
- W2991461464 cites W2148143831 @default.
- W2991461464 cites W2160011548 @default.
- W2991461464 cites W2164330572 @default.
- W2991461464 cites W2196145940 @default.
- W2991461464 cites W2271396433 @default.
- W2991461464 cites W2540352327 @default.
- W2991461464 cites W2562319768 @default.
- W2991461464 cites W2592842236 @default.
- W2991461464 cites W2612634114 @default.
- W2991461464 cites W2763619424 @default.
- W2991461464 cites W2793994577 @default.
- W2991461464 cites W2807234253 @default.
- W2991461464 cites W2808891401 @default.
- W2991461464 cites W2899742064 @default.
- W2991461464 cites W2901853653 @default.
- W2991461464 cites W2912452789 @default.
- W2991461464 cites W2922034350 @default.
- W2991461464 cites W2938066132 @default.
- W2991461464 cites W2941177449 @default.
- W2991461464 cites W2941496918 @default.
- W2991461464 cites W4251002790 @default.
- W2991461464 cites W587473303 @default.
- W2991461464 cites W769353746 @default.
- W2991461464 doi "https://doi.org/10.3390/sym11121458" @default.
- W2991461464 hasPublicationYear "2019" @default.
- W2991461464 type Work @default.
- W2991461464 sameAs 2991461464 @default.
- W2991461464 citedByCount "5" @default.
- W2991461464 countsByYear W29914614642020 @default.
- W2991461464 countsByYear W29914614642021 @default.
- W2991461464 countsByYear W29914614642023 @default.
- W2991461464 crossrefType "journal-article" @default.
- W2991461464 hasAuthorship W2991461464A5001477931 @default.
- W2991461464 hasAuthorship W2991461464A5019508428 @default.
- W2991461464 hasAuthorship W2991461464A5029791948 @default.
- W2991461464 hasAuthorship W2991461464A5064178281 @default.
- W2991461464 hasBestOaLocation W29914614641 @default.
- W2991461464 hasConcept C11413529 @default.
- W2991461464 hasConcept C119857082 @default.
- W2991461464 hasConcept C124101348 @default.
- W2991461464 hasConcept C153180895 @default.
- W2991461464 hasConcept C154945302 @default.
- W2991461464 hasConcept C162324750 @default.
- W2991461464 hasConcept C176217482 @default.
- W2991461464 hasConcept C187736073 @default.
- W2991461464 hasConcept C199360897 @default.
- W2991461464 hasConcept C21547014 @default.
- W2991461464 hasConcept C2780451532 @default.
- W2991461464 hasConcept C2780801425 @default.
- W2991461464 hasConcept C2781067378 @default.
- W2991461464 hasConcept C41008148 @default.
- W2991461464 hasConcept C58166 @default.
- W2991461464 hasConceptScore W2991461464C11413529 @default.
- W2991461464 hasConceptScore W2991461464C119857082 @default.
- W2991461464 hasConceptScore W2991461464C124101348 @default.
- W2991461464 hasConceptScore W2991461464C153180895 @default.
- W2991461464 hasConceptScore W2991461464C154945302 @default.
- W2991461464 hasConceptScore W2991461464C162324750 @default.
- W2991461464 hasConceptScore W2991461464C176217482 @default.
- W2991461464 hasConceptScore W2991461464C187736073 @default.
- W2991461464 hasConceptScore W2991461464C199360897 @default.
- W2991461464 hasConceptScore W2991461464C21547014 @default.
- W2991461464 hasConceptScore W2991461464C2780451532 @default.
- W2991461464 hasConceptScore W2991461464C2780801425 @default.
- W2991461464 hasConceptScore W2991461464C2781067378 @default.
- W2991461464 hasConceptScore W2991461464C41008148 @default.
- W2991461464 hasConceptScore W2991461464C58166 @default.
- W2991461464 hasFunder F4320321912 @default.
- W2991461464 hasIssue "12" @default.
- W2991461464 hasLocation W29914614641 @default.
- W2991461464 hasOpenAccess W2991461464 @default.
- W2991461464 hasPrimaryLocation W29914614641 @default.
- W2991461464 hasRelatedWork W2605281151 @default.
- W2991461464 hasRelatedWork W3006943036 @default.
- W2991461464 hasRelatedWork W3012234327 @default.
- W2991461464 hasRelatedWork W3119715496 @default.
- W2991461464 hasRelatedWork W3191046242 @default.
- W2991461464 hasRelatedWork W4205364923 @default.